Claude Duet preview works in the background, with approval gates
Anthropic's Claude Duet preview can work through connected accounts after users close the app. US Pro and Max access is by waitlist; background use and approvals set limits.
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Work & Business
Explore BIG CHANGE reporting on Work & Business: what changed, how it works and why it matters.
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Aigen uses synthetic fields to train weeding robots for new crops
Aigen says generated crop and weed images cut new-crop training to about a week. Its October 23 customer account adds urgency to the unanswered question of performance in real fields.
NVIDIA outlines AI chip supply expansions stretching into 2028
NVIDIA's October 21 supplier plans span substrates, interposers, testing and optical engines. Existing supply and advance-funded reservations precede most proposed 2027 and 2028 capacity ramps.
OpenAI models enter Google Cloud private preview for select enterprises
Google Cloud is offering three OpenAI models to selected enterprise preview customers through its AI platform and Marketplace billing. Access is invite-only for approved development and internal testing; general availability and several integrations and security options are still planned.
Choose a backend for an AI-assisted web app from its actual requirements
Use your app's real requirements to compare backend architectures, eliminate failures, run one authorized proof and sign a decision or hold.
Build a waitlist and controlled early-access app with an AI coding agent
Build a public waitlist, owner-managed one-use invitations and a verified, program-specific private access gate with a complete SQL and API contract.
Build an expense approval app with an AI coding agent
Build a private employee expense approval app with immutable claim history, assigned human review and owner-recorded external reimbursement using a full SQL and API brief.
Build a lead-capture app with a small private CRM
Give an AI coding agent a complete public inquiry and private CRM app contract, then check contact deduplication, staff assignment, pipeline history and protected release.
Build a private team knowledge-base app with an AI coding agent
Give an AI coding agent a complete private team knowledge-base app brief, then test roles, exact-version review, published-only search, conflicts and recovery.
Build a booking and scheduling app with an AI coding agent
Give an AI coding agent a complete one-resource booking app brief, then check identity, contested slots, persistent history and requested email before real appointments.
Build a private client portal for projects and document exchange
Build and check a restricted client portal with persistent projects, status history, named membership and two-way reviewed documents.
Build a private dashboard from real data with Replit Agent
Define a real event export, build its database, import, API and UI with Replit Agent, then reconcile metrics and check an Invite only release.
Build a source-backed LLM wiki and check its first update
Build linked Markdown pages from two permitted sources, check an AI answer and a knowledge gap against originals, then audit and repair the wiki.
Build a local AI product copy review app and check every claim
Build a single-user Python app that reviews product copy against approved facts, shows quoted issues, and saves the human-edited version in local SQLite.
Build a feature feedback board with Replit Agent and check its release
Give Replit Agent a complete feature board brief, then inspect identity, persistent requests, unique votes, moderation and a checked production release.
Make a checked Gmail follow-up draft from Notion and HubSpot
Connect Notion, HubSpot and Gmail to Claude Code, reconcile an approved brief with exact CRM and email records, and verify one human-reviewed Gmail follow-up draft.
Set and check Vercel spend alerts for an AI-built app
Set a Vercel team spend amount, choose your alert thresholds, and record the AI app project's usage without changing existing pause or webhook actions.
Check README npm scripts with a Claude Code cloud scheduled task
Set up one Claude Code cloud scheduled task to compare README npm run commands with package.json scripts, then verify manual and scheduled reports at their checked commits.